summary

df$NAME = NULL
skim(df)
## Warning: Couldn't find skimmers for class: sfc_POINT, sfc; No user-defined
## `sfl` provided. Falling back to `character`.
Data summary
Name df
Number of rows 485715
Number of columns 103
Key NULL
_______________________
Column type frequency:
character 19
factor 35
numeric 48
POSIXct 1
________________________
Group variables None

Variable type: character

skim_variable n_missing complete_rate min max empty n_unique whitespace
Activity 0 1.00 4 10 0 6 0
Name 0 1.00 2 3 0 2 0
Notes 0 1.00 0 8 418495 14 0
Time 0 1.00 20 27 0 485680 0
UUID 0 1.00 16 36 0 56 0
Version 0 1.00 0 28 82009 23 0
Visit 0 1.00 0 451 485460 256 0
imgS3 0 1.00 0 50 485703 13 0
STATEFP 10981 0.98 2 2 0 40 0
COUNTYFP 10981 0.98 3 3 0 122 0
COUNTYNS 10981 0.98 8 8 0 658 0
AFFGEOID 10981 0.98 14 14 0 658 0
GEOID 10981 0.98 5 5 0 658 0
NAME 10981 0.98 3 15 0 497 0
NAMELSAD 10981 0.98 10 22 0 500 0
STUSPS 10981 0.98 2 2 0 40 0
STATE_NAME 10981 0.98 4 14 0 40 0
LSAD 10981 0.98 2 2 0 3 0
geometry 0 1.00 20 38 0 250872 0

Variable type: factor

skim_variable n_missing complete_rate ordered n_unique top_counts
FeatureCla 8401 0.98 FALSE 1 Adm: 477314, Adm: 0
SOVEREIGNT 8401 0.98 FALSE 12 Uni: 474979, Cze: 674, Can: 480, Pol: 399
SOV_A3 8401 0.98 FALSE 12 US1: 474979, CZE: 674, CAN: 480, POL: 399
TYPE 8401 0.98 FALSE 2 Cou: 474983, Sov: 2331, Cou: 0, Dep: 0
ADMIN 8401 0.98 FALSE 12 Uni: 474979, Cze: 674, Can: 480, Pol: 399
ADM0_A3 8401 0.98 FALSE 12 USA: 474979, CZE: 674, CAN: 480, POL: 399
GEOUNIT 8401 0.98 FALSE 12 Uni: 474979, Cze: 674, Can: 480, Pol: 399
GU_A3 8401 0.98 FALSE 12 USA: 474979, CZE: 674, CAN: 480, POL: 399
SUBUNIT 8401 0.98 FALSE 12 Uni: 474979, Cze: 674, Can: 480, Pol: 399
SU_A3 8401 0.98 FALSE 12 USA: 474979, CZE: 674, CAN: 480, POL: 399
ABBREV 8401 0.98 FALSE 12 U.S: 474979, Cz.: 674, Can: 480, Pol: 399
POSTAL 8401 0.98 FALSE 12 US: 474979, CZ: 674, CA: 480, PL: 399
NAME_FORMA 9094 0.98 FALSE 10 Uni: 474979, Cze: 674, Rep: 399, Rep: 326
TERR_ 485715 0.00 FALSE 0 Ass: 0, Auz: 0, Chi: 0, Com: 0
NAME_SORT 8401 0.98 FALSE 12 Uni: 474979, Cze: 674, Can: 480, Pol: 399
FIPS_10_ 485715 0.00 FALSE 0 FG: 0
ISO_A2 8401 0.98 FALSE 12 US: 474979, CZ: 674, CA: 480, PL: 399
ISO_A3 8401 0.98 FALSE 12 USA: 474979, CZE: 674, CAN: 480, POL: 399
ISO3 8401 0.98 FALSE 12 USA: 474979, CZE: 674, CAN: 480, POL: 399
ISO3.1 8401 0.98 FALSE 12 USA: 474979, CZE: 674, CAN: 480, POL: 399
ADMIN.1 8401 0.98 FALSE 12 Uni: 474979, Cze: 674, Can: 480, Pol: 399
REGION 8401 0.98 FALSE 3 Nor: 475459, Eur: 1528, Sou: 327, Afr: 0
continent 8401 0.98 FALSE 3 Nor: 475459, Eur: 1528, Sou: 327, Afr: 0
GEO3major 8401 0.98 FALSE 3 Nor: 475459, Eur: 1528, Lat: 327, Afr: 0
GEO3 8401 0.98 FALSE 6 US: 474979, Cen: 1195, Can: 480, Sou: 327
IMAGE24 8401 0.98 FALSE 7 USA: 474979, Cen: 1195, Can: 480, Res: 326
GLOCAF 8401 0.98 FALSE 6 USA: 474979, Eur: 1315, Can: 480, Res: 326
Stern 8401 0.98 FALSE 3 Nor: 475459, Eur: 1528, Sou: 327, Aus: 0
SRESmajor 8401 0.98 FALSE 3 OEC: 475579, REF: 1408, ALM: 327, ASI: 0
SRES 8401 0.98 FALSE 5 Nor: 475459, Cen: 1195, Lat: 327, New: 213
GBD 8401 0.98 FALSE 6 Nor: 475459, Eur: 1195, Lat: 326, Eur: 213
AVOIDname 8401 0.98 FALSE 8 US: 474979, Eur: 1124, Can: 480, Pol: 399
LDC 8401 0.98 FALSE 1 oth: 477314, LDC: 0
SID 8401 0.98 FALSE 1 oth: 477314, SID: 0
LLDC 8401 0.98 FALSE 1 oth: 477314, LLD: 0

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
Accuracy 0 1.00 6.04 1.590000e+00 -1.00 4.74 6.00 8.00 1.000000e+01 ▁▁▇▃▅
Elevation 0 1.00 309.10 3.091700e+02 -58.50 146.18 250.75 349.23 1.124989e+04 ▇▁▁▁▁
Heading 0 1.00 164.43 1.097200e+02 -1.00 70.91 165.95 259.13 3.600000e+02 ▇▆▇▆▆
Pressure 0 1.00 144.28 2.024800e+02 0.00 97.40 98.87 99.85 1.027150e+03 ▇▁▁▁▁
Speed 0 1.00 3.16 7.600000e+00 -1.00 0.00 0.00 1.39 4.989000e+01 ▇▁▁▁▁
UnixTime 0 1.00 1615763816.27 6.032738e+07 1525623850.00 1557692941.00 1622138397.00 1674732298.00 1.704206e+09 ▇▅▃▅▇
HeartRate 484270 0.00 88.29 2.857000e+01 -1.00 76.00 85.00 102.00 1.640000e+02 ▁▁▇▂▁
Distance 481062 0.01 69050.09 1.743050e+05 7.00 5703.61 14004.90 45458.82 1.060107e+06 ▇▁▁▁▁
NumberOfSteps 480849 0.01 123478.71 2.706493e+05 5.00 7952.00 15226.00 67482.00 1.153578e+06 ▇▁▁▁▁
AverageActivePace 482255 0.01 1.04 6.700000e-01 0.36 0.73 0.93 1.07 1.423000e+01 ▇▁▁▁▁
CurrentCadence 482261 0.01 1.67 3.200000e-01 0.99 1.48 1.66 1.78 2.660000e+00 ▃▆▇▂▁
CurrentPace 482261 0.01 0.87 2.000000e-01 0.26 0.80 0.87 1.02 1.280000e+00 ▁▂▇▆▂
FloorsAscended 482442 0.01 14.86 1.433000e+01 1.00 3.00 10.00 16.00 5.800000e+01 ▇▆▁▁▁
FloorsDescended 482411 0.01 11.70 1.051000e+01 1.00 5.00 11.00 15.00 4.100000e+01 ▇▆▁▁▁
vAccuracy 484460 0.00 4.48 3.700000e+00 0.80 1.60 2.90 6.40 3.150000e+01 ▇▂▁▁▁
AccelerometerX 485046 0.00 -0.81 4.530000e+00 -8.90 -4.06 -0.42 1.20 8.510000e+00 ▅▃▇▂▃
AccelerometerY 485046 0.00 -0.39 3.370000e+00 -15.82 -0.97 -0.42 0.56 1.531000e+01 ▁▁▇▁▁
AccelerometerZ 485046 0.00 3.85 7.160000e+00 -10.95 -1.03 7.04 9.78 1.181000e+01 ▃▁▁▃▇
ActivityConfidence 485046 0.00 100.00 0.000000e+00 100.00 100.00 100.00 100.00 1.000000e+02 ▁▁▇▁▁
GyroscopeX 485046 0.00 0.00 2.700000e-01 -3.63 -0.01 0.00 0.01 2.220000e+00 ▁▁▁▇▁
GyroscopeY 485046 0.00 0.01 2.200000e-01 -1.96 -0.01 0.00 0.01 2.620000e+00 ▁▁▇▁▁
GyroscopeZ 485046 0.00 0.01 1.600000e-01 -0.88 -0.01 0.00 0.01 1.990000e+00 ▁▇▁▁▁
UserAccelerometerX 485046 0.00 0.02 6.800000e-01 -4.38 -0.13 0.00 0.15 7.310000e+00 ▁▇▂▁▁
UserAccelerometerY 485046 0.00 0.02 6.400000e-01 -5.28 -0.07 0.00 0.09 6.820000e+00 ▁▁▇▁▁
UserAccelerometerZ 485046 0.00 0.05 7.900000e-01 -7.71 -0.10 0.05 0.19 4.940000e+00 ▁▁▂▇▁
Lightmeter 485516 0.00 197.84 3.093000e+02 1.00 19.00 80.00 146.50 1.067000e+03 ▇▁▁▁▁
lat 0 1.00 42.53 4.990000e+00 -22.90 38.65 44.97 46.81 5.965000e+01 ▁▁▁▆▇
lon 0 1.00 -93.58 1.160000e+01 -158.23 -93.26 -92.08 -90.28 3.090000e+01 ▁▇▁▁▁
x 0 1.00 -0.09 4.500000e-01 -1.00 -0.55 -0.16 0.45 1.000000e+00 ▁▇▆▆▁
y 0 1.00 0.01 5.700000e-01 -1.00 -0.60 0.11 0.61 1.000000e+00 ▂▇▂▆▆
z 0 1.00 0.08 6.700000e-01 -1.00 -0.67 0.53 0.58 1.000000e+00 ▅▁▁▇▂
umap_1 0 1.00 0.00 6.910000e+00 -15.68 -5.30 -0.12 5.15 1.588000e+01 ▂▇▇▆▂
umap_2 0 1.00 0.00 6.650000e+00 -15.86 -4.97 0.10 4.88 1.599000e+01 ▂▆▇▆▂
ScaleRank 8401 0.98 1.00 0.000000e+00 1.00 1.00 1.00 1.00 1.000000e+00 ▁▁▇▁▁
LabelRank 8401 0.98 1.00 0.000000e+00 1.00 1.00 1.00 1.00 1.000000e+00 ▁▁▇▁▁
ADM0_DIF 8401 0.98 0.00 0.000000e+00 0.00 0.00 0.00 0.00 0.000000e+00 ▁▁▇▁▁
LEVEL 8401 0.98 2.00 0.000000e+00 2.00 2.00 2.00 2.00 2.000000e+00 ▁▁▇▁▁
GEOU_DIF 8401 0.98 0.00 0.000000e+00 0.00 0.00 0.00 0.00 0.000000e+00 ▁▁▇▁▁
SU_DIF 8401 0.98 0.00 0.000000e+00 0.00 0.00 0.00 0.00 0.000000e+00 ▁▁▇▁▁
MAP_COLOR 8401 0.98 1.01 2.000000e-01 1.00 1.00 1.00 1.00 1.100000e+01 ▇▁▁▁▁
POP_EST 8401 0.98 305845533.75 1.952238e+07 4489409.00 307212123.00 307212123.00 307212123.00 3.072121e+08 ▁▁▁▁▇
GDP_MD_EST 8401 0.98 14193034.46 9.555267e+05 82390.00 14260000.00 14260000.00 14260000.00 1.426000e+07 ▁▁▁▁▇
ISO_N3 8401 0.98 837.52 3.940000e+01 40.00 840.00 840.00 840.00 8.400000e+02 ▁▁▁▁▇
LON 8401 0.98 -98.75 6.700000e+00 -102.37 -99.14 -99.14 -99.14 3.138000e+01 ▇▁▁▁▁
LAT 8401 0.98 39.56 1.290000e+00 -10.84 39.53 39.53 39.53 6.284000e+01 ▁▁▁▇▁
AVOIDnumeric 8401 0.98 2.09 1.370000e+00 2.00 2.00 2.00 2.00 2.600000e+01 ▇▁▁▁▁
ALAND 10981 0.98 4326524791.45 5.753617e+09 23149770.00 159895650.00 1434949241.00 6415653629.00 1.797203e+10 ▇▂▁▁▂
AWATER 10981 0.98 488377233.63 1.067894e+09 92512.00 11563208.00 136637568.00 192281837.00 1.115384e+10 ▇▁▁▁▁

Variable type: POSIXct

skim_variable n_missing complete_rate min max median n_unique
CurrentTripStart 480848 0.01 2023-12-15 18:59:33 2023-12-31 18:01:01 2023-12-27 18:38:42 11

Cat umaps